Introduction: In the swiftly advancing domain of Artificial Intelligence (AI) and Machine Learning (ML), Optical Character Recognition (OCR) has become an essential technology that empowers machines to interpret and extract text from images, scanned documents, and handwritten materials. The foundation of any effective OCR model